PROPOSING ALGORITHM TO IMPROVE STUDENT EVALUATION PROCESS

被引:0
|
作者
Boncea, Radu [1 ,2 ]
Zamfiroiu, Alin [1 ,3 ]
Mitan, Electra [1 ]
机构
[1] ICI Bucharest, Bucharest, Romania
[2] Univ Politehn Bucuresti, Fac Elect Telecommun & Informat Technol, Bucharest, Romania
[3] Bucharest Univ Econ Studies Bucharest, Bucharest, Romania
关键词
algorithm; evaluation; machine learning; virtual; assessment; analytics;
D O I
暂无
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
In this paper we propose an algorithm to improve the virtual learning assessment based on student tests history. By annotating each question in a quiz with elements which include the difficulty and domain of applicability and by logging student grade for each question, we get datasets that can be used to monitor student improvement over time and to check on their performance in each area or domain of expertise. The algorithm can be used to improve areas where students are less knowledgeable by providing quizzes which address these particular areas taking into account their previous results and, by integrating big data technologies and machine learning, we get new information insights. Applying this algorithm, the evaluation process will be improved because the quizzes are personalized for each student based on his experience and the continuous monitoring of student performance.
引用
收藏
页码:5799 / 5805
页数:7
相关论文
共 50 条
  • [1] Proposing a new learning algorithm to improve fault tolerance of neural networks
    Jalili-Kharaajoo, M
    [J]. COMPUTATIONAL SCIENCE - ICCS 2004, PT 2, PROCEEDINGS, 2004, 3037 : 717 - 721
  • [2] STRUCTURING PROCESS TO IMPROVE STUDENT OUTCOMES
    SCHALOCK, HD
    [J]. NEW DIRECTIONS FOR HIGHER EDUCATION, 1976, (16) : 25 - 53
  • [3] SELF, PEER AND TEACHER EVALUATION PROCESS TO CHARACTERIZE THE STUDENT BEHAVIOR AND IMPROVE THEIR PERFORMANCE.
    Fernandez Sotelo, Adalberto
    Vanga Arvelo, Maria G.
    [J]. REVISTA SAN GREGORIO, 2015, (09): : 6 - 14
  • [4] TEACHING EVALUATION TO IMPROVE STUDENT LEARNING
    De Angelis, M.
    Marzano, A.
    D'Alessio, A.
    [J]. INTED2015: 9TH INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE, 2015, : 872 - 877
  • [5] REEVALUATING THE STUDENT EVALUATION PROCESS
    Dunning, Scott
    [J]. 2011 ASEE ANNUAL CONFERENCE & EXPOSITION, 2011,
  • [6] EVALUATION OF STUDENT PROFESSIONAL TRAINING IN THE STUDENT EDUCATION PROCESS
    Zajdel, Malgorzata
    Michalcewicz-Kaniowska, Malgorzata
    Andruszkiewicz, Krzysztof
    Durau-Banaszewska, Beata
    Klemke-Pitek, Monika
    [J]. 9TH INTERNATIONAL CONFERENCE ON EDUCATION AND NEW LEARNING TECHNOLOGIES (EDULEARN17), 2017, : 3506 - 3512
  • [7] Evaluate to improve: useful approaches to student evaluation
    Golding, Clinton
    Adam, Lee
    [J]. ASSESSMENT & EVALUATION IN HIGHER EDUCATION, 2016, 41 (01) : 1 - 14
  • [8] Rethinking the Process of the Student Evaluation of Teaching
    Kirinic, Valentina
    Mekovec, Renata
    Zrinski, Tatjana
    [J]. CENTRAL EUROPEAN CONFERENCE ON INFORMATION AND INTELLIGENT SYSTEMS (CECIIS 2020), 2020, : 241 - 247
  • [9] Utilization-focused evaluation: Proposing a useful method of program evaluation for college counselors and student development professionals
    Schwitzer, AM
    [J]. MEASUREMENT AND EVALUATION IN COUNSELING AND DEVELOPMENT, 1997, 30 (01) : 50 - 61
  • [10] Proposing New Method to Improve Gravitational Fixed Nearest Neighbor Algorithm for Imbalanced Data Classification
    Nikpour, Bahareh
    Shabani, Mahin
    Nezamabadi-pour, Hossein
    [J]. 2017 2ND CONFERENCE ON SWARM INTELLIGENCE AND EVOLUTIONARY COMPUTATION (CSIEC), 2017, : 6 - 11